{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import igraph as ig\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 计算和可视化派系图\n",
    "g = ig.Graph.Famous('Zachary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算派系\n",
    "cliques = g.cliques(4, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(3, 4)\n",
    "axs = axs.ravel()\n",
    "for clique, ax in zip(cliques, axs):\n",
    "    ig.plot(\n",
    "        ig.VertexCover(g, [clique]),\n",
    "        mark_groups=True, palette=ig.RainbowPalette(),\n",
    "        edge_width=0.5,\n",
    "        target=ax,\n",
    "    )\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('py310')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "49ec5068d4d6d3736c39d3918a16f1ca551a23384109b69898c01c2015d1370c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
